diff --git a/content.md b/content.md
index 286fb61862596eae252a34654155910382637502..02f0636528fa81b59d57c56ab267f7896655d8d3 100644
--- a/content.md
+++ b/content.md
@@ -142,7 +142,7 @@ classifiers / regressors have parameters / degrees of freedom.
 Introduce movie data set, learn SVR or other regressor on this data set.
 
 
-### Part 8: Introductin neural networks
+## Part 8: Introduction neural networks
 
 
 - Overview of the field
@@ -154,3 +154,9 @@ Introduce movie data set, learn SVR or other regressor on this data set.
 - keras reuse network and play with it.
 
 
+## Workshop
+
+- assist to setup own computer.
+- provide example problems if attendees don't bring own data.
+
+